



from operator import delitem, getitem, setitem

import pytest

from data_structures.hashing.hash_map import HashMap

def 	SCREAMING_SNAKE_CASE_							(	_snake_case	:Any				)  ->     Optional[int]:
   return getitem, k

def 	SCREAMING_SNAKE_CASE_							(	_snake_case	:Dict	,   _snake_case	:int				)  ->     List[str]:
   return setitem, k, v

def 	SCREAMING_SNAKE_CASE_							(	_snake_case	:int				)  ->     str:
   return delitem, k

def 	SCREAMING_SNAKE_CASE_							(	_snake_case	:Any	,   _snake_case	:List[Any]	,   *_snake_case	:Optional[Any]				)  ->     str:
   try:
      return fun(_snake_case	,   *_snake_case				), None
   except Exception as e:
      return None, e


UpperCAmelCase_		 =					(
    _set("""key_a""", """val_a"""),
    _set("""key_b""", """val_b"""),
)

UpperCAmelCase_		 =					[
    _set("""key_a""", """val_a"""),
    _set("""key_a""", """val_b"""),
]

UpperCAmelCase_		 =					[
    _set("""key_a""", """val_a"""),
    _set("""key_b""", """val_b"""),
    _del("""key_a"""),
    _del("""key_b"""),
    _set("""key_a""", """val_a"""),
    _del("""key_a"""),
]

UpperCAmelCase_		 =					[
    _get("""key_a"""),
    _del("""key_a"""),
    _set("""key_a""", """val_a"""),
    _del("""key_a"""),
    _del("""key_a"""),
    _get("""key_a"""),
]

UpperCAmelCase_		 =					[
    *[_set(x, x) for x in range(5)],  # guaranteed upsize
]

UpperCAmelCase_		 =					[
    *[_set(x, x) for x in range(5)],  # guaranteed upsize
    *[_del(x) for x in range(5)],
    _set("""key_a""", """val_b"""),
]

@pytest.mark.parametrize(
    '''operations'''	,   (
        pytest.param(_add_items	,   id='''add items'''				),
        pytest.param(_overwrite_items	,   id='''overwrite items'''				),
        pytest.param(_delete_items	,   id='''delete items'''				),
        pytest.param(_access_absent_items	,   id='''access absent items'''				),
        pytest.param(_add_with_resize_up	,   id='''add with resize up'''				),
        pytest.param(_add_with_resize_down	,   id='''add with resize down'''				),
    )	,   )
def 	SCREAMING_SNAKE_CASE_							(	_snake_case	:str				)  ->     Any:
   _A      =       HashMap(initial_block_size=4				)
   _A      =       {}
   for _, (fun, *args) in enumerate(_snake_case				):
      _A  ,    _A      =       _run_operation(_snake_case	,   _snake_case	,   *_snake_case				)
      _A  ,    _A      =       _run_operation(_snake_case	,   _snake_case	,   *_snake_case				)
      assert my_res == py_res
      assert str(_snake_case				) == str(_snake_case				)
      assert set(_snake_case				) == set(_snake_case				)
      assert len(_snake_case				) == len(_snake_case				)
      assert set(my.items()				) == set(py.items()				)


def 	SCREAMING_SNAKE_CASE_							(	)  ->     Union[str, Any]:
   def is_public(_snake_case	:str				) -> bool:
      return not name.startswith('''_'''				)

   _A      =       {name for name in dir({}				) if is_public(_snake_case				)}
   _A      =       {name for name in dir(HashMap()				) if is_public(_snake_case				)}

   assert dict_public_names > hash_public_names









"""simple docstring"""




import re

from flax.core.frozen_dict import freeze
from flax.traverse_util import flatten_dict, unflatten_dict
from jax.experimental import PartitionSpec as P


# Sentinels
lowerCAmelCase				:     List[str]					=				object()

# For specifying empty leaf dict `{}`
lowerCAmelCase				:     Any					=				object()



def        a__					(							snake_case__			,					snake_case__							)		->   List[Any]:
			lowerCamelCase      =   tuple((re.compile(x + """$"""							) for x in qs)							)
			for i in range(len(snake_case__							) - len(snake_case__							) + 1							):
						lowerCamelCase      =   [x.match(snake_case__							) for x, y in zip(snake_case__			,					ks[i:]							)]
						if matches and all(snake_case__							):
									return True
			return False



def        a__					(							snake_case__							)		->   str:
			def replace(snake_case__			,					snake_case__							):
						for rule, replacement in rules:
									if _match(snake_case__			,					snake_case__							):
												return replacement
						return val

			return replace



def        a__					(							)		->   Union[str, Any]:
			return [
			    # embeddings
			    (("transformer", "wpe", "embedding"), P("""mp"""			,					snake_case__							)),
			    (("transformer", "wte", "embedding"), P("""mp"""			,					snake_case__							)),
			    # atention
			    (("attention", "(q_proj|k_proj|v_proj)", "kernel"), P(snake_case__			,					"""mp"""							)),
			    (("attention", "out_proj", "kernel"), P("""mp"""			,					snake_case__							)),
			    (("attention", "out_proj", "bias"), None),
			    # mlp
			    (("mlp", "c_fc", "kernel"), P(snake_case__			,					"""mp"""							)),
			    (("mlp", "c_fc", "bias"), P("""mp"""							)),
			    (("mlp", "c_proj", "kernel"), P("""mp"""			,					snake_case__							)),
			    (("mlp", "c_proj", "bias"), None),
			    # layer norms
			    ((r"ln_\d+", "bias"), None),
			    ((r"\d+", r"ln_\d+", "scale"), None),
			    (("ln_f", "bias"), None),
			    (("ln_f", "scale"), None),
			]



def        a__					(							snake_case__							)		->   Optional[Any]:
			lowerCamelCase      =   _get_partition_rules()
			lowerCamelCase      =   _replacement_rules(snake_case__							)
			lowerCamelCase      =   {k: _unmatched for k in flatten_dict(snake_case__							)}
			lowerCamelCase      =   {k: replace(snake_case__			,					snake_case__							) for k, v in initd.items()}
			assert _unmatched not in result.values(), "Incomplete partition spec."
			return freeze(unflatten_dict(snake_case__							)							)



